CN1429433A - Multiuser Detection Using Adaptive Combination of Joint Detection and Serial Interference Cancellation - Google Patents
Multiuser Detection Using Adaptive Combination of Joint Detection and Serial Interference Cancellation Download PDFInfo
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Abstract
Description
本申请案要求于2000年3月15日提交的美国临时专利申请案(U.S.Provisional Patent Application)No.60/189,680和2000年5月26日提交的美国临时专利申请案(U.S.Provisional Patent Application)No.60/207,700的优先权。This application claims U.S. Provisional Patent Application No. 60/189,680, filed March 15, 2000, and U.S. Provisional Patent Application No. 60, filed May 26, 2000. .60/207,700 priority.
发明背景Background of the invention
本发明主要涉及无线通信系统。具体说来,本发明涉及一个无线通信系统中多用户信号的联合检测。The present invention generally relates to wireless communication systems. In particular, the present invention relates to joint detection of multi-user signals in a wireless communication system.
图1为无线通信系统10的图解。该通信系统10拥有与用户设备(UE)141至143进行通信的基站121至125。每一个基站121均拥有一个相应的工作区,在该工作区内,基站与区内的用户设备141至143进行通信。FIG. 1 is an illustration of a
在某些通信系统中,例如码分多址(CDMA)及使用码分多址的时分双工系统(TDD/CDMA)中,多路通信使用同一频谱发送,各通信之间一般通过其信号片代码序列加以区别。为更有效地利用频谱,TDD/CDMA通信系统采用划分为若干时隙的重复帧进行通信。根据通信的不同带宽,该类系统中发送的通信均拥有一个或多个相关的信号片代码与时隙。In some communication systems, such as code division multiple access (CDMA) and time division duplex system (TDD/CDMA) using code division multiple access, multiple communications are sent using the same frequency spectrum, and each communication is generally transmitted through its signal chip. Code sequences are distinguished. In order to use the frequency spectrum more effectively, the TDD/CDMA communication system uses repeated frames divided into several time slots for communication. According to the different bandwidth of the communication, the communication sent in this type of system has one or more associated signal chip codes and time slots.
由于该类系统可以使用同一频谱同时发送多路通信,因此该系统中的接收机必须对各路通信加以区分。一种检测该类信号的方法是匹配滤波。匹配滤波可检测使用一个单一代码发送的通信,而将其它通信作为干扰处理。因此为检测多个代码,必须使用相应数量的多个匹配滤波器。另一种方法是串行干扰消除(Successive InterferenceCancellation SIC)。该方法对一路通信进行检测,尔后从接收信号中减去该路通信的信号基值,以用于检测下一路通信。Because such systems can send multiple communications simultaneously using the same frequency spectrum, receivers in such systems must distinguish between the communications. One way to detect such signals is matched filtering. Matched filtering detects communications sent with a single code while treating other communications as interference. Therefore, to detect multiple codes, a corresponding number of matched filters must be used. Another method is Serial Interference Cancellation (Successive InterferenceCancellation SIC). The method detects one channel of communication, and then subtracts the signal base value of the channel of communication from the received signal to detect the next channel of communication.
在某些应用场合中,为改善通信性能,要求能够同时检测多路通信。同时检测多路通信被称之为联合检测。某些联合检测器采用Cholesky分解法进行最小均方误差(MMSE)检测并使用迫零块均衡器(ZF-BLE)。这些检测器复杂度高,需要占用广泛的接收机资源。In some applications, in order to improve the communication performance, it is required to be able to detect multiple communication at the same time. Simultaneous detection of multiple communications is called joint detection. Some joint detectors use Cholesky decomposition for minimum mean square error (MMSE) detection and use a zero-forcing block equalizer (ZF-BLE). These detectors are complex and require extensive receiver resources.
因此,需要寻找替代方法进行多用户检测。Therefore, it is necessary to find alternative methods for multi-user detection.
发明内容Contents of the invention
一种采用码分多址方式,使用一个时隙的共享频谱发送多个数据信号的时分双工通信系统。通过该时隙的共享频谱可接收到一个组合信号。多个数据信号划分为多个数据信号组群。该组合信号依据与组群之一之数据信号相关的部分符号响应进行匹配滤波。同一组中各数据信号的数据同时进行检测。干扰信号依据该组群的部分检测数据生成。该干扰信号被从组合信号中减去。通过处理该减出信号可对其它组的数据进行检测。A time-division duplex communication system that uses a code-division multiple access method to transmit multiple data signals using a shared frequency spectrum in one time slot. A combined signal is received through the shared spectrum of the time slot. The multiple data signals are divided into multiple data signal groups. The combined signal is matched filtered based on the partial symbol response associated with the data signal of one of the groups. The data of each data signal in the same group is detected simultaneously. The interference signal is generated based on the partial detection data of the group. The interfering signal is subtracted from the combined signal. By processing the subtracted signal, other sets of data can be detected.
附图说明Description of drawings
图1为一个无线通信系统。Figure 1 shows a wireless communication system.
图2为一台采用联合检测方式的简化发射机与接收机Figure 2 shows a simplified transmitter and receiver using joint detection
图3为一个通信脉冲串的图解。Figure 3 is a diagram of a communication burst.
图4为一张联合检测与串行干扰消除自适应组合的流程图Figure 4 is a flowchart of the adaptive combination of joint detection and serial interference cancellation
图5为一个联合检测与串行干扰消除自适应组合装置的图解Figure 5 is a diagram of a joint detection and serial interference cancellation adaptive combination device
图6-12为联合检测与串行干扰消除自适应组合、完全联合检测以及RAKE接收机的性能比较图。Figure 6-12 is a performance comparison chart of joint detection and serial interference cancellation adaptive combination, complete joint detection and RAKE receiver.
具体实施方式Detailed ways
图2为TDD/CDMA通信系统中使用的联合检测(JD)与串行干扰消除(SIC)自适应组合“SIC-JD”的简化发射机26与接收机28的图解。在一个典型系统中,发射机26位于每一台UE141至143中,而用于发送多路通信的多个发射电路26位于每一个基站121至125中。基站121要求各有效通信UE141至143均至少具有一个发射电路26。SIC-JD接收机28可位于基站121中、UE141至143中,或同时位于两者中。SIC-JD接收机28接收来自多个发射机26或发射电路26的通信。2 is a diagram of a
每一台发射机26均通过一条无线电信道30发送数据。发射机26中的数据发生器32所生成的数据通过一条基准信道传输至接收机28。根据通信带宽要求,基准数据被指配给一个或多个代码和/或时隙。调制与扩展装置34对基准数据进行扩展,并使用指定时隙或代码中的训练序列,将扩展后的基准数据变为时分复用数据。产生的序列被称之为一个通信脉冲串。该通信脉冲串由调制器36调制至射频。天线38通过无线电信道30向接收机28的天线40辐射射频信号。用于此类发射通信的调制型式可以是所属技术领域的技术人员所熟知的任意一种型式,例如直接移相键控(DPSK)或四相移相键控(QPSK)。Each
如图3所示,一个典型通信脉冲串16具有一个训练序列20,一个防护期间18与两个数据脉冲串22、24。训练序列20对数据脉冲串22、24进行分离,防护期间18对通信脉冲串进行分离,旨在使不同发射机发出的脉冲串在不同的时间到达。两个数据脉冲串22、24包含通信脉冲串的数据,且在一般情况下具有相同的符号长度。该中部训练序列(midamble)包含一个训练序列。As shown in FIG. 3, a typical communication burst 16 has a training sequence 20, a guard period 18 and two data bursts 22,24. The training sequence 20 separates the data bursts 22, 24, and the guard period 18 separates the communication bursts, so that bursts from different transmitters arrive at different times. The two data bursts 22, 24 contain the data of the communication burst and generally have the same symbol length. The midamble contains a training sequence.
接收机28的天线40接收各种射频信号。接收到的信号经解调器42解调后生成一个基带信号。基带信号由例如信道估算装置44和SIC-JD装置46在时隙中并使用指配给对应发射机26的响应通信脉冲串代码进行处理。信道估算装置44使用基带信号中的训练序列分量提供信道信息,例如信道脉冲响应。然后SIC-JD装置46利用信道信息将接收到的通信脉冲串的发射数据作为硬符号进行估算。
SIC-JD装置46利用信道估算装置44所提供的信道信息以及发射机26使用的已知扩展代码对接收到的各种通信脉冲串数据进行估计。尽管本文中将SIC-JD装置46与TDD/CDMA通信系统结合在一起进行说明,但该方法也适用于其它通信系统,例如CDMA。The SIC-JD means 46 utilizes the channel information provided by the channel estimating
图4对在TDD/CDMA通信系统某个特定时隙中进行SIC-JD的一种方法进行了图解说明。在该特定时隙中,若干通信脉冲串相互叠加,例如K个通信脉冲串。K个脉冲串可以来自K个不同的发射机。然而当某些发射机在该特定时隙中使用多个代码时,则K个脉冲串可以来自少于K个发射机。Figure 4 illustrates a method of performing SIC-JD in a specific time slot in a TDD/CDMA communication system. In this specific time slot, several communication bursts are superimposed on each other, for example K communication bursts. The K bursts can come from K different transmitters. However when some transmitters use multiple codes in that particular time slot, then the K bursts can come from fewer than K transmitters.
通信脉冲串16中的两个数据脉冲串22、24均具有预定数量的发射符号,例如Ns。每一个符号均采用预定数目的扩展代码信号片发射,扩展代码即为扩展因数(SF)。在典型的TDD通信系统中,每一个基站(121至125)的通信数据中均包含一个相关的加扰代码,该加扰代码能够使各基站之间相互区别。一般情况下,加扰代码不会影响扩展因数。尽管在下文中对于使用加扰代码的系统仍旧使用术语“扩展代码”与“扩展系数”,但对于下列情况,“扩展代码”将指加扰代码与扩展代码的组合。因此,数据脉冲串22、24均有Ns×SF个信号片。在经过一个有W个信号片脉冲响应的信道后,每一个接收到的脉冲串的长度均为SF×Ns+W-1,该数值也可以Nc信号片表示。该K个脉冲串中第Kth脉冲串的代码以C(k)表示。Both data bursts 22, 24 in the communication burst 16 have a predetermined number of transmitted symbols, eg Ns . Each symbol is transmitted using a predetermined number of chips of a spreading code, which is the spreading factor (SF). In a typical TDD communication system, the communication data of each base station (12 1 to 12 5 ) contains a related scrambling code, and the scrambling code can distinguish the base stations from each other. In general, scrambling codes do not affect the spreading factor. Although the terms "spreading code" and "spreading factor" are still used hereinafter for systems using scrambling codes, for the following cases, "spreading code" will refer to the combination of the scrambling code and the spreading code. Thus, the data bursts 22, 24 each have Ns x SF signal slices. After passing through a channel with W signal slice impulse responses, the length of each received burst is SF×N s +W-1, which can also be represented by Nc signal slices. The code of the K th pulse train in the K pulse trains is denoted by C (k) .
各Kth脉冲串由接收机接收并可用下列公式1表示:Each K th burst is received by the receiver and can be expressed by the following equation 1:
r (k)=A(k) d (k),k=1…K 公式1 r (k) = A (k) d (k) , k = 1...K Formula 1
r (k)为接收到的该Kth脉冲串基值,A(k)为组合信道响应(一个Nc×Ns矩阵)。A(k)矩阵中jth列为d(k)的jth元素的符号响应s(k)的零填充型式。该符号响应s(k)为该脉冲串的估算响应
h (k)与扩展代码C(k)的卷积。
d (k)为脉冲串中发送的未知数据符号。各Kth脉冲串的估算响应
h (k)的长度为W个信号片,可用下列公式2表示:
其中γ(k)表示发送机增益和/或路径损耗; 表示脉冲串特有的衰落信道响应;而对于类似信道的一个脉冲串组群, 表示组群特有的信道响应。对于上行线路通信,各脉冲串的 h (k)、γ(k)以及 互不相同;对于下行线路通信,各脉冲串的 均相同,而γ(k)不同。而如果在下行线路中采用传输分集制,则各脉冲串的γ(k)和 均互不相同。where γ (k) represents transmitter gain and/or path loss; represents the burst-specific fading channel response; while for a burst group of similar channels, Indicates the group-specific channel response. For uplink communication, h (k) , γ (k) and are different from each other; for downlink communication, the are the same, but γ (k) is different. However, if transmit diversity is adopted in the downlink, the γ (k) and are different from each other.
通过无线电信道接收到的所有K脉冲串总向量可用公式3表示:
其中 n表示一个零-平均噪声向量。where n represents a zero-average noise vector.
如果将所有数据脉冲串的A(k)合并进矩阵A,各脉冲串的所有未知数据 d (k)合并进矩阵 d,则公式1即变为了公式4。If A (k) of all data bursts is combined into matrix A, and all unknown data d (k) of each burst is combined into matrix d , then Equation 1 becomes Equation 4.
r=A d+ n 公式4 r = A d + n Formula 4
各Kth脉冲串的接收功率由SIC-JD依据接收机28的先验知识、来自脉冲串特定训练序列的脉冲串信道估算或者匹配滤波器组测定。该K脉冲串依据其测定的接收功率大小,按递减顺序排列。The received power of each K th burst is determined by the SIC-JD based on a priori knowledge of the
功率等级大体相同(例如处于同一个阈内)的脉冲串编组在一起并安排在G个组中,48。该G个组依据各组的功率大小,按递减顺序排列,例如,顺序为从组1开始至G,该组1具有最高的接收功率。图5为SIC-JD装置46根据G个组进行SIC-JD的图解。Pulse trains of substantially the same power level (eg, within the same threshold) are grouped together and arranged in G groups, 48 . The G groups are arranged in descending order according to the power of each group, for example, the order is from group 1 to G, and the group 1 has the highest received power. FIG. 5 is an illustration of SIC-JD performed by the SIC-JD device 46 according to G groups.
对于最高接收功率的组1来说,仅该组中脉冲串符号响应矩阵Ag (1)是确定了的,该矩阵仅包含组1中脉冲串的符号响应。同时组1的接收向量
r以xg (1)表示。因此,对于组1,公式4变为公式5。For group 1 with the highest received power, only the burst symbol response matrix Ag (1) in this group is determined, which matrix contains only the symbol responses of the bursts in group 1. At the same time the reception vector r of group 1 is denoted by x g (1) . Thus, for group 1, Equation 4 becomes
x g (1)=Ag (1) d g (1)+
n 公式5 x g (1) = A g (1) d g (1) +
其中
d g (1)为组1脉冲串中的数据。公式5体现了符号间干扰(ISI)与多址干扰(MAI)的作用。因此,其它组(组2至组G)的作用不予考虑。Where d g (1) is the data in the group 1 burst.
接收向量
x g (1)经组1的匹配滤波器661滤波后变为组1中脉冲串的符号响应,该过程以公式6,50表示。
其中 y g (1)为匹配滤波结果。Among them, y g (1) is the result of matched filtering.
组1的联合检测装置681对组1进行联合检测,利用匹配滤波结果y g (1)作出软判决估算
。一种联合检测的方法是按照公式7计算最小二乘方、迫零结果。
为
的埃尔米特形式。另外一种方法是根据公式8计算最小均方误差结果。
其中I为单位矩阵,σ2为标准差。where I is the identity matrix and σ2 is the standard deviation.
这种方法仅对一组脉冲串进行联合检测,其优点在于对单个组进行分析的复杂度要低于对所有信号进行分析的复杂度。由于 与 均为条状码组托普利兹矩阵,因此公式7或8求解过程的复杂度也得到了降低。另外,在运用Cholesky分解时所导致的性能降低也可忽略不计。对多个的脉冲串进行Cholesky分解是相当复杂的,然而当对一个较小的用户组进行Cholesky分解时,其复杂度可显著降低。This method only jointly detects a group of pulse trains, which has the advantage that the complexity of analyzing a single group is lower than that of analyzing all signals. because and Both are barcode group Toeplitz matrices, so the complexity of the solution process of formula 7 or 8 is also reduced. In addition, the performance degradation caused by applying Cholesky decomposition is also negligible. Performing Cholesky decomposition on multiple bursts is quite complex, but when performing Cholesky decomposition on a smaller user group, the complexity can be significantly reduced.
软判决-硬判决块701将软判决
作为组1的接收数据转换为硬判决
,54。在对其它低功率组进行处理时,组1对低功率组产生的多重进接干扰由一个组1干扰生成块721依据公式9进行估算,56。
其中 为组1赋予 r的估算基值。in Assign an estimated base value for r to group 1.
对于相邻的组2,在接收向量
x g (1)中减掉(例如通过减法器741)组1的估算基值后得到
x g (2),如公式10,58所示。
其结果是,可以有效地消除接收信号中由组1产生的多重进接干扰。下一个最强功率组(即组2)使用
x g (2),并通过组2匹配滤波器662、组2JD块682、软判决—硬判决块702以及组2干扰生成块722,60进行类似处理。所生成的组2干扰
将从组2的干扰取消信号中减掉(例如通过减法器242),从而得到
当在UE141上进行SIC-JD时,未必需要对所有的组进行处理。如果UE141要接收的所有脉冲串均处在最高接收功率组或较高接收功率组中,则UE141仅需对包含其脉冲串的组群进行处理。因此,UE141所需的处理可进一步简化。UE141处理的简化可降低功率消耗,从而延长电池寿命。When performing SIC-JD on UE141 , it is not necessarily necessary to process all groups. If all the bursts to be received by UE14 1 are in the group with the highest received power or higher received power, UE14 1 only needs to process the group containing its bursts. Therefore, the processing required by UE 141 can be further simplified. The simplification of UE14 1 processing reduces power consumption, thus extending battery life.
由于Nc×K·N维矩阵被G个JD维级Nc×ni·Ns(其中,i=1至G,ni为ith组中脉冲串数)所取代,SIC-JD的复杂度低于单步JD。JD的复杂度与要联合检测的脉冲串数的平方至立方成正比。Since the N c ×K·N dimensional matrix is replaced by G JD dimensional levels N c ×n i ·N s (where i=1 to G, and n i is the number of bursts in the i th group), the SIC-JD The complexity is lower than single-step JD. The complexity of JD scales from the square to the cube of the number of bursts to be jointly detected.
该方法的优点在于实现了计算复杂度与性能之间的平衡。若将所有的脉冲串置于一个单一组中,则求解问题可简化为JD问题。通过将所有的脉冲串强制置于同一组中,或者使用较宽的阈值,即可实现单一编组。另一方面,当组群仅包含一个信号或者仅接收到一个信号时,求解可简化为SIC-LSE问题。而使用较窄的阈值,或者通过硬限制各组的规模以将各脉冲串强制置于各自组中,即可实现这种条件。通过选择阈值,可以任意实现性能与计算复杂度之间的平衡。The advantage of this method is that it achieves a balance between computational complexity and performance. If all the bursts are placed in a single group, the solution problem can be reduced to a JD problem. Single grouping can be achieved by forcing all bursts into the same group, or by using a wider threshold. On the other hand, when the group contains only one signal or only one signal is received, the solution can be reduced to a SIC-LSE problem. Instead, this condition can be achieved using a narrower threshold, or by hard-limiting the size of each group to force each burst into its own group. By choosing the threshold, the balance between performance and computational complexity can be arbitrarily achieved.
图6至12为在各种多路衰落信道条件下,SIC-JD与完全JD以及RAKE类接收机的误码率(BER)性能比较的模拟结果。所选参数为3G UTRA TDD CDMA系统参数:SF=61;W=57。每个TDD脉冲串/时隙的长度为2560信号片或667微秒。这些脉冲串带有两个各带NsQPSK符号的数据字段、一个训练序列栏和一个防护期间。每一次模拟的运行范围为1000个时隙。在任何情况下,脉冲串数K均选定为8。此处假定所有接收机均准确地知道各脉冲串的信道响应,从而可正确地对这些脉冲串进行排序与编组。同时假定信道响应在一个时隙上为非时变响应,而逐次时隙经受非相关信道响应。在本模拟中未使用信道编码。JD算法联合检测所有K脉冲串。RAKE类接收机为一个ith脉冲串代码用匹配滤波器组(
性能模拟是在衰落信道条件下使用ITU信道模型定义的多径程序文件进行的,ITU信道模型包括Indoor A、Pedestrian A、Vehicular A模型,以及3GPP UTRA TDD Working Group 4 Case 1、Case 2与Case 3模型。在Vehicular A和Case 2信道内,在1%-10%BER范围内与完全JD相比,SIC-JD经历了一个最高1分贝(dB)的递降。对于所有其它信道,SIC-JD与完全JD的性能偏差均处于0.5dB范围内。由于Vehicular ACase 2是所有研究情况中的最差情况,因此只提供其性能曲线图。在模拟的所有信道中,Vehicular A和Case 2信道具有最大的延迟扩展。Vehicular A为6分支模型,其相对延迟分别为0、310、710、1090、1730和2510纳秒,相对平均功率分别为0、-1、-9、-10、-15和-20分贝(dB)。Case 2为3分支模型,其各分支具有相同的平均功率且相对延迟分别为0、976和1200纳秒。The performance simulation is carried out using the multipath program file defined by the ITU channel model under fading channel conditions. The ITU channel model includes Indoor A, Pedestrian A, Vehicular A models, and 3GPP UTRA TDD Working Group 4 Case 1, Case 2 and Case 3 Model. In Vehicular A and Case 2 channels, SIC-JD experienced a maximum 1 decibel (dB) degradation compared to full JD in the range of 1%-10% BER. For all other channels, the performance of SIC-JD deviates from full JD within 0.5dB. Since Vehicular ACase 2 is the worst case of all the cases studied, only its performance curve is presented. Among all channels simulated, Vehicular A and Case 2 channels have the largest delay spread. Vehicular A is a 6-branch model with relative delays of 0, 310, 710, 1090, 1730 and 2510 nanoseconds, and relative average powers of 0, -1, -9, -10, -15 and -20 decibels (dB ). Case 2 is a 3-branch model, each branch has the same average power and relative delays are 0, 976 and 1200 nanoseconds, respectively.
图6与图7在两种多路衰落信道条件下将SIC-LSE接收机的误码率(BER)及信号片级信噪比(SNR)性能与完全JD及RAKE类接收机进行了比较。组的规模强制性设置为1,以在发送机与接收机内均形成K组。图中还展示了加成性高斯白噪声(AWGN)信道中二进制移相键控(BPSK)误码率(BER)理论值;AWGN信道规定了BER的下界。BER在所有脉冲串范围内进行平均。图6表示的是一个不同信道的例子,在该例中假定各脉冲串所通过的衰落信道相互独立,但是所有信道都具有能够得出相同平均信噪比(SNR)的相同平均功率。在此种情况下, (i=1至K)各不相同,而γ(i)(i=1至K)均相同。此种情况存在于功率控制只补偿长期衰落和/或路径损耗而不补偿短期衰落的上行线路中。在每一个时隙中,脉冲串均依据相应的 h (i)(i=1至K)按功率进行布置。图7表示公共信道情况下的类似曲线图。此图中假定所有的脉冲串均通过同一条多径信道(即 ,i=1至K)且均相同,而γ(i)(i=1至K)不同。在δ(i)的选择上,使按照功率级别布置脉冲串时,两个相邻的脉冲串之间有一个2dB的功率差。例如,此种功率差会存在于基站121针对不同的UE(141-143)脉冲串施加不同传输增益的下行线路中。图6和图7表明,在1%-10%的误码率(BER)范围内,与JD相比,SIC-LSE经受的递降不大于1dB。这正是通常人们所关心的非编码BER(原始BER)范围。由于不能优化处理ISI,RAKE接收机出现了显著递降。由于脉冲串之间功率差增大,SIC-LSE的性能得到了提高,且当功率差为1-2dB(取决于不同的信道)时,其性能即可与完全JD相媲美。Figures 6 and 7 compare the bit error rate (BER) and chip-level signal-to-noise ratio (SNR) performance of the SIC-LSE receiver with full JD and RAKE-like receivers under two multipath fading channel conditions. The group size is mandatory set to 1 to form K groups in both sender and receiver. Also shown is the theoretical value of the binary phase-shift keying (BPSK) bit error rate (BER) in an additive white Gaussian noise (AWGN) channel; the AWGN channel specifies a lower bound for the BER. BER is averaged over all bursts. Figure 6 shows an example of different channels, where it is assumed that the fading channels through which the bursts pass are independent, but that all channels have the same average power resulting in the same average signal-to-noise ratio (SNR). In this case, (i=1 to K) are different, and γ (i) (i=1 to K) are all the same. This situation exists in the uplink where power control only compensates for long-term fading and/or path loss but not for short-term fading. In each time slot, the bursts are arranged in power according to the corresponding h (i) (i=1 to K). Figure 7 shows a similar graph for the common channel case. In this figure it is assumed that all bursts pass through the same multipath channel (i.e. , i=1 to K) and are the same, but γ (i) (i=1 to K) are different. In the selection of δ (i) , when the pulse trains are arranged according to the power level, there is a 2dB power difference between two adjacent pulse trains. For example, such a power difference exists in the downlink where the base station 12 1 applies different transmission gains to different UE (14 1 -14 3 ) bursts. Figures 6 and 7 show that in the bit error rate (BER) range of 1%-10%, SIC-LSE suffers no more than 1 dB of degradation compared to JD. This is the non-coded BER (raw BER) range that people are usually concerned with. RAKE receivers suffer significant degradation due to inability to optimally handle ISI. Due to the increased power difference between bursts, the performance of SIC-LSE is improved, and when the power difference is 1-2dB (depending on different channels), its performance is comparable to that of full JD.
图8、9、10及11在两种多路衰落信道条件下将SIC-JD接收机的BER及SNR性能与完全JD及RAKE类接收机进行了比较。8个代码各在发送机与接收机中被分为4组,每组两个代码。在所有脉冲串范围内求出BER平均值。图8和图9展示的是相异信道的例子,在该例中假定各脉冲串组所通过的衰落信道相互独立,但是所有信道具有能够得出相同平均SNR的相同平均功率。同一组中的所有脉冲串得到相同的信道响应。在此情况下,
(g=1至G)互不相同,而该组中各脉冲串的信道响应
(i=1至ns)相同。其中ns为gth组中脉冲串数。这潜在地代表了上行线路中的多代码情况,在该情况中,每一个UE141发送2个代码。SIC-JD接收机28将与同一个UE141相关的多个代码编在同一个组内,从而形成4个组。图10和图11展示了公共信道的情形。此图中假定所有脉冲串组均通过同一条多径信道,即
(g=1至ns)均相同,而γg(g=1至G)不同。选择γg时,使依据功率级别安排脉冲串组时,两个相邻的组之间有一个2dB的功率差。这潜在地代表了下行链路中的多代码情况,在此情况下,基站121为每一个UE141发送2个代码。图10和图11所示趋势与图8和图9中所示观察到的SIC-LSE的性能趋势相似。在1%-10%BER范围内,SIC-LSE的性能与JD相当(即差别不大于1dB),而该范围正是人们所关心的非编码BER的工作范围。当功率差为1-2dB(取决于不同的信道)时,SIC-LSE的性能即可与完全JD相媲美。如图所示,其性能随两个脉冲串之间功率差的增大而提高。Figures 8, 9, 10 and 11 compare the BER and SNR performance of the SIC-JD receiver with full JD and RAKE class receivers under two multipath fading channel conditions. Each of the 8 codes is divided into 4 groups of two codes in the transmitter and receiver. The BER is averaged over all bursts. Figures 8 and 9 show examples of distinct channels, in which it is assumed that the fading channels through which the burst groups pass are independent, but that all channels have the same average power resulting in the same average SNR. All bursts in the same group get the same channel response. In this situation, (g=1 to G) are different from each other, and the channel response of each burst in the group (i=1 to n s ) are the same. Where n s is the number of bursts in the g th group. This potentially represents a multi-code situation in the uplink, where each UE 14 1 sends 2 codes. The SIC-
图12与图10相似,不同之处在于图12中仅有两个脉冲串组,每个组包含4个脉冲串。如图12所示,在1%-10%BER范围内,SIC-JD的性能可与JD相媲美(即差别不大于1dB)。Fig. 12 is similar to Fig. 10, except that there are only two burst groups in Fig. 12, and each group contains 4 bursts. As shown in Figure 12, in the range of 1%-10% BER, the performance of SIC-JD is comparable to that of JD (ie, the difference is not greater than 1dB).
SIC-JD的复杂度低于完全JD。复杂性的降低源于使用G个JD级维矩阵Nc×ni·Ns(i=1至G)取代了单步JD的维矩阵Nc×K·Ns。同时,由于在一般情况下JD涉及到矩阵求逆,且求逆的复杂度与脉冲串数的立方成正比,因此多级JD的总体复杂度将远远低于单级完全JD。而且,SIC部分的复杂度与脉冲串数只为线性关系,因此不会明显削弱SIC-JD在复杂度方面的优势。例如,G-1级干扰消除的复杂度可推导如下。由于Ag (i)的串行列块为第一个列块的移位型式,并且假定
的元素属于4个QPSK构象(格局)点之一,因此可以计算出4ni个可能向量,这对于计算乘积
是必需的。该步要求每秒进行
软判决至硬判决变换的复杂度可忽略不计。The complexity of soft-decision to hard-decision conversion is negligible.
有几种已知的方法可实现JD的矩阵求逆。为说明其复杂度,采用了一种非常有效的近似Cholesky因子算法,与正合Cholesky因子算法相比,该算法涉及的性能损失微不足道。该算法可用于求解组群JD。3GPP UTRA TDD系统中的SIC-JD与完全JD的复杂度见表1。表1对各种不同规模组群的复杂度进行了比较。可以看出,当K增大或组规模减小时,SIC-JD在复杂度方面相对于完全JD的优势也随之增大。当组规模为1时,SIC-LSE的复杂度与K呈线性关系,且当K=16时,其复杂度为完全JD的33%。注意:UTRA TDD系统中脉冲串的最大数目为16。当采用正合Cholesky分解算法时,SIC-JD在复杂度方面相对于完全JD的优势将更加显著。由于正合Cholesky分解算法对K具有更强的依赖性,因此在通过SIC-JD降低JD维数的同时,其复杂度将进一步降低。
如表1所示,当代码数目与规模大小在逐监测间隔的基础上变为完全自适应时,SIC-JD的复杂度平均说来将低于完全JD。平均来说,由于分组阈值的不同,到达接收机的所有脉冲串不具有相同的功率,因此组规模将小于到达的脉冲串总数。另外,如果将最大允许组规模硬限制为小于最大可能脉冲串数,还可能降低峰值复杂度。当到达接收机的脉冲串的功率大致相同而且脉冲串数超过最大允许组规模时,这种方法会导致一定程度的性能降低。为此,SIC-JD提供了一种机理,其可实现性能与峰值复杂度或所需峰值处理功率之间的平衡。As shown in Table 1, the complexity of SIC-JD is on average lower than that of full JD when the code number and size become fully adaptive on a per-monitoring interval basis. On average, due to the difference in the grouping threshold, all bursts arriving at the receiver will not have the same power, so the group size will be smaller than the total number of bursts arriving. Alternatively, peak complexity may be reduced if the maximum allowed group size is hard-limited to be smaller than the maximum possible burst number. This approach results in some performance degradation when the bursts arriving at the receiver are of roughly equal power and the number of bursts exceeds the maximum allowed group size. To this end, SIC-JD provides a mechanism that achieves a balance between performance and peak complexity or required peak processing power.
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| CN102714638B (en) * | 2010-01-15 | 2014-10-08 | 瑞典爱立信有限公司 | Method and apparatus for received signal processing in a wireless communication receiver |
| CN102468867A (en) * | 2010-11-12 | 2012-05-23 | 财团法人工业技术研究院 | Multi-user detection method and system based on code division multiple tasks and computer program product thereof |
| CN102468867B (en) * | 2010-11-12 | 2014-07-30 | 财团法人工业技术研究院 | Multi-user detection method and system based on code division and multi-task |
| CN104506478A (en) * | 2015-01-09 | 2015-04-08 | 南京理工大学 | Time-variant multi-user MIMO-OFDM uplink linear iteration detector based on grouping |
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| US20050281214A1 (en) | 2005-12-22 |
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| KR20020082883A (en) | 2002-10-31 |
| KR100490716B1 (en) | 2005-05-24 |
| WO2001069801A2 (en) | 2001-09-20 |
| JP2003531513A (en) | 2003-10-21 |
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